We propose photonic reservoir computing as a new approach to optical signal processing and it can be used to handle for example large scale pattern recognition. Reservoir computing is a new learning method from the field of machine learning. This has already led to impressive results in software but integrated photonics with its large bandwidth and fast nonlinear effects would be a high-performance hardware platform. Therefore we developed a simulation model which employs a network of coupled Semiconductor Optical Amplifiers (SOA) as a reservoir. We show that this kind of photonic reservoir performs even better than classical reservoirs on a benchmark classification task
In this thesis we study photonic computation within the framework of reservoir computing. Inspired b...
Reservoir Computing is a novel computing paradigm that uses a nonlinear recurrent dynamical system t...
Als uitgangspunt fungeerde de vraag 'hoe op basis van toegekende rechtsaanspraken tot een doelmatige...
We propose photonic reservoir computing as a new approach to optical signal processing and it can be...
Despite ever increasing computational power, recognition and classification problems remain challeng...
Photonic reservoir computing is a hardware implementation of the concept of reservoir computing whic...
We propose photonic reservoir computing as a new approach to optical signal processing in the contex...
Reservoir computing (RC), a computational paradigm inspired on neural systems, has become increasing...
Reservoir Computing [1] is a new approach to study and use Neural Networks, which try to mimic a bra...
Reservoir computing is a recent approach from the fields of machine learning and artificial neural n...
The recent progress in artificial intelligence has spurred renewed interest in hardware implementati...
We present a complex network of interconnected optical structures for information processing. This n...
International audienceWe review a novel paradigm that has emerged in analogue neuromorphic optical c...
We present our latest results on silicon photonics neuromorphic information processing based on tech...
Reservoir computing is a recent bio-inspired approach for processing time-dependent signals. It has ...
In this thesis we study photonic computation within the framework of reservoir computing. Inspired b...
Reservoir Computing is a novel computing paradigm that uses a nonlinear recurrent dynamical system t...
Als uitgangspunt fungeerde de vraag 'hoe op basis van toegekende rechtsaanspraken tot een doelmatige...
We propose photonic reservoir computing as a new approach to optical signal processing and it can be...
Despite ever increasing computational power, recognition and classification problems remain challeng...
Photonic reservoir computing is a hardware implementation of the concept of reservoir computing whic...
We propose photonic reservoir computing as a new approach to optical signal processing in the contex...
Reservoir computing (RC), a computational paradigm inspired on neural systems, has become increasing...
Reservoir Computing [1] is a new approach to study and use Neural Networks, which try to mimic a bra...
Reservoir computing is a recent approach from the fields of machine learning and artificial neural n...
The recent progress in artificial intelligence has spurred renewed interest in hardware implementati...
We present a complex network of interconnected optical structures for information processing. This n...
International audienceWe review a novel paradigm that has emerged in analogue neuromorphic optical c...
We present our latest results on silicon photonics neuromorphic information processing based on tech...
Reservoir computing is a recent bio-inspired approach for processing time-dependent signals. It has ...
In this thesis we study photonic computation within the framework of reservoir computing. Inspired b...
Reservoir Computing is a novel computing paradigm that uses a nonlinear recurrent dynamical system t...
Als uitgangspunt fungeerde de vraag 'hoe op basis van toegekende rechtsaanspraken tot een doelmatige...